{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import gym\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import sys\n",
    "\n",
    "from collections import defaultdict\n",
    "\n",
    "from lib.envs.blackjack import BlackjackEnv\n",
    "from lib import plotting\n",
    "\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = BlackjackEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_epsilon_greedy_policy(Q, epsilon, nA):\n",
    "    \"\"\"\n",
    "    Creates an epsilon-greedy policy based on a given Q-function and epsilon.\n",
    "    \n",
    "    Args:\n",
    "        Q: A dictionary that maps from state -> action-values.\n",
    "            Each value is a numpy array of length nA (see below)\n",
    "        epsilon: The probability to select a random action . float between 0 and 1.\n",
    "        nA: Number of actions in the environment.\n",
    "    \n",
    "    Returns:\n",
    "        A function that takes the observation as an argument and returns\n",
    "        the probabilities for each action in the form of a numpy array of length nA.\n",
    "    \n",
    "    \"\"\"\n",
    "    def policy_fn(observation):\n",
    "        A = np.ones(nA, dtype=float) * epsilon / nA # make sure sum(A) = 1\n",
    "        best_action = np.argmax(Q[observation])\n",
    "        A[best_action] += (1.0 - epsilon)\n",
    "        return A # A=[... epsilon/nA, epsilon/nA + 1 - epsilon, epsilon/nA ...]\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mc_control_epsilon_greedy(env, num_episodes, discount_factor=1.0, epsilon=0.1):\n",
    "    \"\"\"\n",
    "    Monte Carlo Control using Epsilon-Greedy policies.\n",
    "    Finds an optimal epsilon-greedy policy.\n",
    "    \n",
    "    Args:\n",
    "        env: OpenAI gym environment.\n",
    "        num_episodes: Number of episodes to sample.\n",
    "        discount_factor: Gamma discount factor.\n",
    "        epsilon: Chance the sample a random action. Float betwen 0 and 1.\n",
    "    \n",
    "    Returns:\n",
    "        A tuple (Q, policy).\n",
    "        Q is a dictionary mapping state -> action values.\n",
    "        policy is a function that takes an observation as an argument and returns\n",
    "        action probabilities\n",
    "    \"\"\"\n",
    "    \n",
    "    # Keeps track of sum and count of returns for each state\n",
    "    # to calculate an average. We could use an array to save all\n",
    "    # returns (like in the book) but that's memory inefficient.\n",
    "    returns_sum = defaultdict(float)\n",
    "    returns_count = defaultdict(float)\n",
    "    \n",
    "    # The final action-value function.\n",
    "    # A nested dictionary that maps state -> (action -> action-value).\n",
    "    Q = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    \n",
    "    # The policy we're following\n",
    "    policy = make_epsilon_greedy_policy(Q, epsilon, env.action_space.n)\n",
    "    \n",
    "    for i_episode in range(1, num_episodes + 1):\n",
    "        # Print out which episode we're on, useful for debugging.\n",
    "        if i_episode % 1000 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "\n",
    "        # Generate an episode.\n",
    "        # An episode is an array of (state, action, reward) tuples\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "        for t in range(100):\n",
    "            probs = policy(state)\n",
    "            action = np.random.choice(np.arange(len(probs)), p=probs)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "\n",
    "        # Find all (state, action) pairs we've visited in this episode\n",
    "        # We convert each state to a tuple so that we can use it as a dict key\n",
    "        sa_in_episode = set([(tuple(x[0]), x[1]) for x in episode])\n",
    "        for state, action in sa_in_episode:\n",
    "            sa_pair = (state, action)\n",
    "            # Find the first occurance of the (state, action) pair in the episode\n",
    "            first_occurence_idx = next(i for i,x in enumerate(episode)\n",
    "                                       if x[0] == state and x[1] == action)\n",
    "            # Sum up all rewards since the first occurance\n",
    "            G = sum([x[2]*(discount_factor**i) for i,x in enumerate(episode[first_occurence_idx:])])\n",
    "            # Calculate average return for this state over all sampled episodes\n",
    "            returns_sum[sa_pair] += G\n",
    "            returns_count[sa_pair] += 1.0\n",
    "            Q[state][action] = returns_sum[sa_pair] / returns_count[sa_pair]\n",
    "        \n",
    "        # The policy is improved implicitly by changing the Q dictionary\n",
    "    \n",
    "    return Q, policy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500000/500000."
     ]
    }
   ],
   "source": [
    "Q, policy = mc_control_epsilon_greedy(env, num_episodes=500000, epsilon=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "P = defaultdict(float)\n",
    "for state, action_values in Q.items():\n",
    "    action = np.argmax(action_values)\n",
    "    P[state] = action\n",
    "\n",
    "plotting.plot_policy_function(P, title=\"Optimal Q \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For plotting: Create value function from action-value function\n",
    "# by picking the best action at each state\n",
    "V = defaultdict(float)\n",
    "for state, actions in Q.items():\n",
    "    action_value = np.max(actions)\n",
    "    V[state] = action_value\n",
    "plotting.plot_value_function(V, title=\"Optimal Value Function\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (spinningup)",
   "language": "python",
   "name": "spinningup"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
